{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                             FILM  RT_user_norm  Metacritic_user_nom  \\\n",
      "0  Avengers: Age of Ultron (2015)           4.3                 3.55   \n",
      "\n",
      "   IMDB_norm  Fandango_Ratingvalue  Fandango_Stars  \n",
      "0        3.9                   4.5             5.0  \n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "reviews = pd.read_csv('fandango_scores.csv')\n",
    "cols = ['FILM', 'RT_user_norm', 'Metacritic_user_nom', 'IMDB_norm', 'Fandango_Ratingvalue', 'Fandango_Stars']\n",
    "norm_reviews = reviews[cols]\n",
    "print(norm_reviews[:1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x72b3c30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from numpy import arange\n",
    "#The Axes.bar() method has 2 required parameters, left and height. \n",
    "#We use the left parameter to specify the x coordinates of the left sides of the bar. \n",
    "#We use the height parameter to specify the height of each bar\n",
    "num_cols = ['RT_user_norm', 'Metacritic_user_nom', 'IMDB_norm', 'Fandango_Ratingvalue', 'Fandango_Stars']\n",
    "\n",
    "bar_heights = norm_reviews.ix[0, num_cols].values\n",
    "#print bar_heights\n",
    "bar_positions = arange(5) + 0.75\n",
    "#print bar_positions\n",
    "fig, ax = plt.subplots()\n",
    "ax.bar(bar_positions, bar_heights, 0.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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zs0YOEszMzKyRgwQzMzNr5CDBzMzMGjlIMDMzs0YOEszMzKyRgwQzMzNr5CDB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\nioQkSZIkSRqSIiFJkiRJkob8P6JS5gFjyj9rAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x6e69490>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#By default, matplotlib sets the x-axis tick labels to the integer values the bars \n",
    "#spanned on the x-axis (from 0 to 6). We only need tick labels on the x-axis where the bars are positioned. \n",
    "#We can use Axes.set_xticks() to change the positions of the ticks to [1, 2, 3, 4, 5]:\n",
    "\n",
    "num_cols = ['RT_user_norm', 'Metacritic_user_nom', 'IMDB_norm', 'Fandango_Ratingvalue', 'Fandango_Stars']\n",
    "bar_heights = norm_reviews.ix[0, num_cols].values\n",
    "bar_positions = arange(5) + 0.75\n",
    "tick_positions = range(1,6)\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "ax.bar(bar_positions, bar_heights, 0.5)\n",
    "ax.set_xticks(tick_positions)\n",
    "ax.set_xticklabels(num_cols, rotation=45)\n",
    "\n",
    "ax.set_xlabel('Rating Source')\n",
    "ax.set_ylabel('Average Rating')\n",
    "ax.set_title('Average User Rating For Avengers: Age of Ultron (2015)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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WmvNxK9Lreytgb0m/jYivl9P3RNIHSQH/BykMuKkdjvQcdPW+7kor17k3zKDr2rZOnzMt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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x79ace50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from numpy import arange\n",
    "num_cols = ['RT_user_norm', 'Metacritic_user_nom', 'IMDB_norm', 'Fandango_Ratingvalue', 'Fandango_Stars']\n",
    "\n",
    "bar_widths = norm_reviews.ix[0, num_cols].values\n",
    "bar_positions = arange(5) + 0.75\n",
    "tick_positions = range(1,6)\n",
    "fig, ax = plt.subplots()\n",
    "ax.barh(bar_positions, bar_widths, 0.5)\n",
    "\n",
    "ax.set_yticks(tick_positions)\n",
    "ax.set_yticklabels(num_cols)\n",
    "ax.set_ylabel('Rating Source')\n",
    "ax.set_xlabel('Average Rating')\n",
    "ax.set_title('Average User Rating For Avengers: Age of Ultron (2015)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Gk3cCYmbnmtk/mdnPgV8RTUrNPvJmZm81s974fl8Fmt39x0NcXke0Bkm2p4GJ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\nBERERERKTgmIiIiIlJwSEBERESm5/w8Vf8lJ73IhrAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x79fca90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Let's look at a plot that can help us visualize many points.\n",
    "fig, ax = plt.subplots()\n",
    "ax.scatter(norm_reviews['Fandango_Ratingvalue'], norm_reviews['RT_user_norm'])\n",
    "ax.set_xlabel('Fandango')\n",
    "ax.set_ylabel('Rotten Tomatoes')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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gvb29LhK3trY2r6qa5tDn4OHS52ZTvb29PenwytLAwIDPn39meN5bHFq8qmqa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\nEpKSqYiISEj/H9i+weH3Ot4wAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x790cd10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Switching Axes\n",
    "fig = plt.figure(figsize=(5,10))\n",
    "ax1 = fig.add_subplot(2,1,1)\n",
    "ax2 = fig.add_subplot(2,1,2)\n",
    "ax1.scatter(norm_reviews['Fandango_Ratingvalue'], norm_reviews['RT_user_norm'])\n",
    "ax1.set_xlabel('Fandango')\n",
    "ax1.set_ylabel('Rotten Tomatoes')\n",
    "ax2.scatter(norm_reviews['RT_user_norm'], norm_reviews['Fandango_Ratingvalue'])\n",
    "ax2.set_xlabel('Rotten Tomatoes')\n",
    "ax2.set_ylabel('Fandango')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
